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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "Why did so many people …" 524 comments · Page 3 of 21
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring …
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring a lot of people, in this case it was Indians/pakistanis/bangladeshis, and its true out of so many immigrants some will choose wrong things to do(there are bad fishes in every pond), but isnt it true for everyone, even white people do the same shit, but the issue here which is concerning to everybody why a different race is here, the feel like its no more like canada used to be cuz brown people are here, but they forget white people also immigrated at one point of time to these lands. And also is nobody seeing the second part of the video where these people have temples giving out free food to so so many people. In my honest opinion, this rant of people is just glorified wrapper of RACISM which people dont wanna say out loud.
Identity Attack0.5051593
Insult0.40698266
Profanity0.4894185
Threat0.04718852
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.668 Identity Attack
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you …
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you that why I always say I love working with white peoples n other races people but not with Indian people here in Canada what I mean Indian people I mean from Asia I hate them so bad they need to go please they are ruined Canada 🇨🇦
Identity Attack0.57150364
Insult0.46476576
Profanity0.22552395
Threat0.06238277
Severe Toxicity0.15443328
Moderate 0.54823303 Moderate Con 0.491 Identity Attack Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Wow, so many hateful people…GROSS!
Wow, so many hateful people…GROSS!
Identity Attack0.04925346
Insult0.5588244
Profanity0.16682947
Threat0.010447056
Severe Toxicity0.022710243
Moderate 0.54823303 Low Con 0.195 Insult Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
The most useless 3 stooges - Fraser , Miller and now Diab. Be honest get rid of people whom don't belong here, reduce the numbers , clear the backlog and let's bring back manageable numbers …
The most useless 3 stooges - Fraser , Miller and now Diab. Be honest get rid of people whom don't belong here, reduce the numbers , clear the backlog and let's bring back manageable numbers of honest applicants whom deserve to be here and will contribute. How hard is that? So sick of the racist rant and many immigrants I know that followed the rules to come cannot stand the Liberal mantra.
Identity Attack0.29951343
Insult0.58196646
Profanity0.1067334
Threat0.026307223
Severe Toxicity0.023076924
Moderate 0.54823303 Constructive 0.517 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Just one quistion, How many native american killed by white people ?( ur fathers and grand fathers) JUST NATIVE AMERICANS NOT AFRICANS AND OTHERS.
Just one quistion, How many native american killed by white people ?( ur fathers and grand fathers) JUST NATIVE AMERICANS NOT AFRICANS AND OTHERS.
Identity Attack0.6007182
Insult0.3416952
Profanity0.12639372
Threat0.32350776
Severe Toxicity0.16960317
Moderate 0.54325575 Moderate Con 0.373 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Am sick and disgusted to the bone how Trudeau bring the wrong people into the country. So many are crooked, racist, corrupt, moved among their own and only support their own people. This is not …
Am sick and disgusted to the bone how Trudeau bring the wrong people into the country. So many are crooked, racist, corrupt, moved among their own and only support their own people. This is not the Canada we use to know.
Identity Attack0.33675182
Insult0.5739874
Profanity0.075792134
Threat0.008531082
Severe Toxicity0.022452017
Moderate 0.53579444 Moderate Con 0.392 Insult
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an the other 16 were either indian Pakistani or black...I'm now a foreigner now in my own country....I hate and am not proud to be British anymore 😢😢😢
Identity Attack0.57150364
Insult0.3388922
Profanity0.2564132
Threat0.030623792
Severe Toxicity0.12282934
Moderate 0.52139956 Constructive 0.632 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The liberal terror show has got to go. They are absolutely terrorists. Our government is run by a bunch of quacks... If you are a come as a refugee, you get $83000 net, take home. …
The liberal terror show has got to go. They are absolutely terrorists. Our government is run by a bunch of quacks... If you are a come as a refugee, you get $83000 net, take home. How many people in one family can milk that? Did you know if you're a working person? You would have to gross Almost $160,000 per year. In order to net 83000 Which is what they get to come here. It's an absolute disgrace, absolute insanity and a disgrace to every hard-working Canadian.!.😢😮
Identity Attack0.37953663
Insult0.54471385
Profanity0.10023434
Threat0.017674083
Severe Toxicity0.023076924
Moderate 0.51980776 Moderate Con 0.42 Insult Unverified_Claim
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS …
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS WILL BE PORTECTED. 100% THEY MADE LOTS OF MONEY FROM THESE STUDENTS AND LET THEM DISAPPEAR. SHAME THEY SHOULD BE REMOVED FROM IRCC. THEY ARE INCOMPETENT AND GENETICALLY FRAUD. REMOVE,REMOVE,THEY BELONG IN THE PRISON,IF THEY ARE NOT HONEST AND DONT TRY TO TRACK THOSE DISAPPEARED STUDENT. THEY SHOULD BE SENT TO PRISON.THEY KNEW IT,THEY HAVE THEIR PHONE AND THEIR ADDRESS. WHAT A SHAME. WE CANADIANS DONT WANT FRAUD,CROOKED PEOPLE WORKING IN IRCC. SHAME,DISGUSTING,WHAT AN EMBARRASSMENT.
Identity Attack0.27991617
Insult0.54471385
Profanity0.10425757
Threat0.18597278
Severe Toxicity0.043077253
Moderate 0.5140397 Moderate Con 0.373 Insult
Oct 10, 2025 1 likes IRCC Names India in Study …
So many Indians in the UK, the right wingers paint them as "Muslim" to get people angry. Too the uneducated brown people= Muslim
So many Indians in the UK, the right wingers paint them as "Muslim" to get people angry. Too the uneducated brown people= Muslim
Identity Attack0.58743036
Insult0.45135358
Profanity0.2124067
Threat0.025789235
Severe Toxicity0.02491361
Moderate 0.509388 Constructive 0.516 Identity Attack Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t …
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t even like Canada they assume they don’t need to assimilate they just wanna take over and change it they took over the Main Street completely no English stores I could barely go to the corner store cuz they did t know what I was saying it’s just insane asf they hate and ruin and take over with. No care for us
Identity Attack0.44690517
Insult0.42167732
Profanity0.33141375
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.558 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
The issue is real concerns warping into a racist perspective. No doubt there’s too many Indians coming into Canada, as the Canadian government is more than happy to accept. And the frustration from over-immigration turning …
The issue is real concerns warping into a racist perspective. No doubt there’s too many Indians coming into Canada, as the Canadian government is more than happy to accept. And the frustration from over-immigration turning into “fuck Indians”, it happens so quick. Being a man born in Canada with Indian heritage, lets you see how much the new immigrants don’t like you because you are too “white” for them, and Canadians don’t like you because you look like all of the new people coming in that look just like you. Lose lose all around.
Identity Attack0.5274064
Insult0.4596616
Profanity0.48510036
Threat0.027515862
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.645 Identity Attack Personal_Narrative
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I …
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I always find it so fascinating how much "hate" the world has for Africans/blacks. Claiming that they're "sooooo inferior/unintelligent"🙄😒 lol, we all know that IF that were honestly the case then the world wouldn't need to constantly try to put them at a disadvantage. IF you all honestly believed that "blacks are inferior", then you wouldn't constantly be obsessed with black people, you'd simply let them be. We all know it's a projection. People see the greatness and constant resilience of blacks, which pisses you guys off lol. Now argue amongst yourselves under my comment 😌✊🏽✊🏾✊🏿😝
Identity Attack0.5075293
Insult0.49389273
Profanity0.2659699
Threat0.014393489
Severe Toxicity0.02458496
Moderate 0.50759226 Constructive 0.545 Identity Attack Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
An invasion? We invite them here to work and study, that's not an invasion. People need to stop feeding these narrative cause all they do is give false perceptions that fuel hatred. They're ambitious people …
An invasion? We invite them here to work and study, that's not an invasion. People need to stop feeding these narrative cause all they do is give false perceptions that fuel hatred. They're ambitious people who want to come here and make money, I don't get why so many people have to shit on them for it.
Identity Attack0.18235919
Insult0.36021477
Profanity0.5188411
Threat0.014220826
Severe Toxicity0.023076924
Moderate 0.5024724 Constructive 0.639 Moral_Argument
Jan 29, 2026 7 likes Inside Canada's Indian Invasion...
You know who hates Indians the most? Other Indians. 100% honest truth, I worked with many Indian dentist and they blatantly said straight up "we want a white receptionist and assistant" then they offered me …
You know who hates Indians the most? Other Indians. 100% honest truth, I worked with many Indian dentist and they blatantly said straight up "we want a white receptionist and assistant" then they offered me $8 over my asking wage. I don't mind Indians at all. They are hard working people and don't usually create problems. The Somalis are horrible. They have ZERO etiquette, manners and a complete disregard for anyone but themselves. I moved cities to get away from them because they have like 8-10 kids. They all just make kids for child benefit money and sit at home on welfare. They are ALL on welfare. Those on ODSP work under the table while on a disability benefit. The government is dumb as hell for bringing so many. Nice cities have become shit holes because they're dirty and don't care about their communities. They're just awful.
Identity Attack0.55044734
Insult0.44464502
Profanity0.3194067
Threat0.051391184
Severe Toxicity0.16960317
Moderate 0.5024724 Constructive 0.654 Identity Attack Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Bro its ridiculous how many are hear now in canada. Live in in edmonton its absolutely flooded with indian people. Literally need to change our name to edmonstan
Bro its ridiculous how many are hear now in canada. Live in in edmonton its absolutely flooded with indian people. Literally need to change our name to edmonstan
Identity Attack0.48915586
Insult0.48675314
Profanity0.17752954
Threat0.008841781
Severe Toxicity0.023076924
Moderate 0.5024724 Moderate Con 0.438 Identity_Assertion
Feb 25, 2026 Inside Canada's Indian Invasion...
YOU ARE ASKING "HOW SYSTEM IS WORKING" SO LET ME TELL YOU: THERE IS NO SYSTEM. WE NEVER HAD A SYSTEM TO START WITH. WE HAVE NO IDEA WHAT WE ARE DOING. THESE PEOPLE WHO …
YOU ARE ASKING "HOW SYSTEM IS WORKING" SO LET ME TELL YOU: THERE IS NO SYSTEM. WE NEVER HAD A SYSTEM TO START WITH. WE HAVE NO IDEA WHAT WE ARE DOING. THESE PEOPLE WHO ARE MANAGING THE IMMIGRATION SYSTEM HAS NO IDEA WHATSOEVER. USELESS PEOPLE. YOU ARE SAYING 78 MILLIONS BUT I ASK HOW MANY THESE USELESS IMMIGRATION EMPLOYEES ARE COSTING US??????????/ MAYBE BILLIONS(((((((((((((((((((((((((((((((((((((((((((( MY THANKS GOES TO MR. TRUDEAU & NOW TO MR. CARNEY WHO DESTROYED THIS COUNTRY & TOOK US BACKWARDS LIKE 50 YEARS BACK((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((
Identity Attack0.28034934
Insult0.5145894
Profanity0.12551236
Threat0.018019408
Severe Toxicity0.023076924
Moderate 0.4977744 Moderate Con 0.301 Insult Policy_Critique
Dec 28, 2025 Deportations From Canada at Their …
Only my heritage is Indian (4th generation in Australia - my great grandparents came here) so obviously I present as one. Of course every South Asian person I meet despises FOBs because they're literally the …
Only my heritage is Indian (4th generation in Australia - my great grandparents came here) so obviously I present as one. Of course every South Asian person I meet despises FOBs because they're literally the problem for all of this. Lack of assimilation, lack of civic sense, lack of fucking common sense. Of course this makes my blood boil. But what I'm genuinely tired of? The endless discrimination. I've lost count how many people profile me or treat me like garbage until we have a 20 second conversation, they hear my accent and I watch in real-time as their body language and frown disappears. It's like watching racism disappear like a light switch. So let me ask all of you a question - how should people like myself, born and raised here handle this? It doesn't end. Everyday, there's a new comment from a new person, another racial slur, another person throwing a bottle at me from their car as I'm walking, another passerby getting aggro at me for no reason, another form of insanity. How should regular people like myself handle this or deal with this? No trolling.
Identity Attack0.44690517
Insult0.42567953
Profanity0.5188411
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.4977744 Constructive 0.741 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I think this is a huge hipocrecy of Mark Carney is arriving bunch of ugly people to Manitoba. With no education, refugees, intimidating people souds like Antifa people.who don't have papers, dont speak english or …
I think this is a huge hipocrecy of Mark Carney is arriving bunch of ugly people to Manitoba. With no education, refugees, intimidating people souds like Antifa people.who don't have papers, dont speak english or french, stelling store's, And is many drugs around ? dealers from the Government of Carney and Trudeau in Steinbach, that people living in la Broquerie, D3NIS FALK. Is the huge
Identity Attack0.23391083
Insult0.54471385
Profanity0.08549073
Threat0.009903334
Severe Toxicity0.021806452
Moderate 0.49139655 Constructive 0.502 Insult
Oct 30, 2025 IRCC Names India in Study …
Look, I love Indian food but I feel this. I'm near San JOSE CA and it's all indian and East Asian. It sucks. We have so many of these people, including Mexicans, our surrounding cities …
Look, I love Indian food but I feel this. I'm near San JOSE CA and it's all indian and East Asian. It sucks. We have so many of these people, including Mexicans, our surrounding cities are unrecognizable from a decade ago.
Identity Attack0.48915586
Insult0.41530323
Profanity0.43781817
Threat0.008285114
Severe Toxicity0.02420936
Moderate 0.4850187 Constructive 0.727 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Its about time but guess what; the rich don't care; its already over for the western world. If you think you can put so many different people together your delusional. The elites are insulated; the …
Its about time but guess what; the rich don't care; its already over for the western world. If you think you can put so many different people together your delusional. The elites are insulated; the people are screwed.
Identity Attack0.078392304
Insult0.49151286
Profanity0.4044591
Threat0.010214032
Severe Toxicity0.023076924
Moderate 0.48141238 Low Con 0.243 Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The Liberal GOOBERMENT is STEALING from the Canadian taxpayers to pay the wages of many illegal immigrants who came here through the BS student VISA. We can't go to their countries of origin and expect …
The Liberal GOOBERMENT is STEALING from the Canadian taxpayers to pay the wages of many illegal immigrants who came here through the BS student VISA. We can't go to their countries of origin and expect to get a free ride from their Government. So WE The People are FED up with the FEDERAL SCUM GOOBERMENT acting like we dont matter... Canada has NEVER had a CIVIL WAR on our soul, but it could happen soon, when the people who have had 3 and 4 generations build this country get everything STOLEN from them by SCUM LIKE TRUDEAU AND CARNEY..
Identity Attack0.36702603
Insult0.5130944
Profanity0.2347036
Threat0.0138755
Severe Toxicity0.02383376
Moderate 0.48141238 Moderate Con 0.407 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Now the western hypocrites should know... How it feels when you invade other country's sovereignty. Here the Indians were firstly invited by the western governments to improve their own economies, because your own governments know …
Now the western hypocrites should know... How it feels when you invade other country's sovereignty. Here the Indians were firstly invited by the western governments to improve their own economies, because your own governments know how incapable and lazy the locals are at the work and there these Indians are living with all the money they've hard earned and settling there been a problem for the locals. In the same case, think how it feels in India where the western missionaries dumping the food and groceries to convert as many as Indians into the christianity 🤐 and breaching our culture and tradition. First the westerns try to change your mindset and then start judging other country people. May be that is why you people always called as double standards citizens LOL 😄
Identity Attack0.46028158
Insult0.5130944
Profanity0.15459715
Threat0.015774792
Severe Toxicity0.023076924
Moderate 0.48021027 Moderate Con 0.457 Insult Moral_Argument
Feb 13, 2026 Inside Canada's Indian Invasion...
Literally imported voters. And to compliment carney for reducing the numbers is stupid because theyre still high, and now that theyve brought so many in, bringing in a little less is all performative. And based …
Literally imported voters. And to compliment carney for reducing the numbers is stupid because theyre still high, and now that theyve brought so many in, bringing in a little less is all performative. And based on your view on it, clearly it works. They still have way too many people coming in, who we pay for, who vote for them.
Identity Attack0.026609946
Insult0.5332045
Profanity0.21348765
Threat0.008712323
Severe Toxicity0.011367798
Moderate 0.47886392 Moderate Con 0.497 Insult Policy_Critique
Feb 19, 2026 1 likes LILLEY UNLEASHED: The fall of …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.